Outcomes – Differentiation
Research synthesis is AI-generated, human reviewed. Updated 09/2025.
Displaying 1 - 30 of 628
Effective Personalized AI Tutors Via Llm-Guided Reinforcement Learning
Angel Tsai-Hsuan Chung, Botong Zhang, Ling-Chieh Kung, Hamsa Bastani, Osbert Bastani. (03/2026). SSRN. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6423358
Generative AI Technologies And Educational Outcomes: A Comprehensive Meta-Analysis Comparing Traditional And AI-Driven Approaches
Ying Dong. (03/2026). Humanities and Social Sciences Communications. https://www.nature.com/articles/s41599-026-06903-y
Advancing Problem-Based Learning In Biomedical Engineering In The Era Of Generative AI
Micky C. Nnamdi, J. Ben Tamo, Benoit Marteau, Wenqi Shi, May D. Wang. (03/2026). arXiv. https://arxiv.org/pdf/2503.16558v2
Prefdisco: Benchmarking Proactive Personalized Reasoning
Shuyue Stella Li, Avinandan Bose, Faeze Brahman, Simon Shaolei Du, Pang Wei Koh, Maryam Fazel, Yulia Tsvetkov. (03/2026). arXiv. https://arxiv.org/pdf/2510.00177v2
Conversational Learning Diagnosis Via Reasoning Multi-Turn Interactive Learning
Fangzhou Yao, Sheng Chang, Weibo Gao, Qi Liu. (03/2026). arXiv. https://arxiv.org/pdf/2603.03236v1
The Genai Generation: Student Views Of Awareness, Preparedness, And Concern
Micaela Siraj, Jon Duke, Thomas Plotz. (03/2026). arXiv. https://arxiv.org/pdf/2505.02230v3
Ai4Career: Responsible AI For Stem Career Development At Scale In K-16 Education
Sugana Chawla, Si Chen, Julia Qian, Gina Svarovsky, Alison Cheng, Rick Johnson, Nitesh V. Chawla, Ronald Metoyer. (03/2026). arXiv. https://arxiv.org/pdf/2603.02568v1
Faster, Cheaper, More Accurate: Specialised Knowledge Tracing Models Outperform Llms
Prarthana Bhattacharyya, Joshua Mitton, Simon Woodhead, Ralph Abboud. (03/2026). arXiv. https://arxiv.org/pdf/2603.02830v1
Knowledge-Based Design Requirements For Generative Social Robots In Higher Education
S. Vonschallen, D. Oberle, T. Schmiedel, F. Eyssel. (03/2026). arXiv. https://arxiv.org/pdf/2602.12873v3
Vizqstudio: Iterative Visualization Literacy Mcqs Design With Simulated Students
Zixin Chen, Yuhang Zeng, Sicheng Song, Yanna Lin, Xian Xu, Huamin Qu, Meng Xia. (03/2026). arXiv. https://arxiv.org/pdf/2603.00994v1
Llama Lima: A Living Meta-Analysis On The Effects Of Generative AI On Learning Mathematics Version 2, 03/26
Anselm Strohmaier, Samira Bodefeld, Oliver Straser, Frank Reinhold. (03/2026). arXiv. https://arxiv.org/pdf/2601.18685v2
The Economics Of Algorithmic Personalization: Evidence From An Educational Technology Platform
Keshav Agrawal, Susan Athey, Ayush Kanodia, Shanjukta Nath, Emil Palikot. (03/2026). NBER. https://www.nber.org/papers/w34950
Optimizing In-Context Demonstrations For Llm-Based Automated Grading
Yucheng Chu, Hang Li, Kaiqi Yang, Yasemin Copur-Gencturk, Kevin Haudek, Joseph Krajcik, and Jiliang Tang. (02/2026). arXiv. https://arxiv.org/pdf/2603.00465v1
Designing AI Tutors For Interest-Based Learning: Insights From Human Instructors
Abhishek Kulkarni, Sharon Lynn Chu. (02/2026). arXiv. https://arxiv.org/pdf/2602.24036v1
Talebot: A Tangible AI Companion To Support Children In Co-Creative Storytelling For Resilience Cultivation
Yonglin Chen, Jingjing Zhang, Kezhuo Wang, Pengcheng An, Xueliang Li. (02/2026). arXiv. https://arxiv.org/pdf/2602.23095v1
Physics Education Under The Application Of Artificial Intelligence: Bibliometric Analysis Based On Web Of Science Core Library (2021-2025)
Chengtian Liang, Yike Qian, Yixuan Lin, Yu Wang. (02/2026). arXiv. https://arxiv.org/pdf/2603.03348v1
When AI Evaluates Its Own Work: Validating Learner-Initiated, AI-Generated Physics Practice Problems
Tobias Geisler, Gerd Kortemeyer. (02/2026). arXiv. https://arxiv.org/pdf/2511.15768v2
A Generalized Apprenticeship Learning Framework For Capturing Evolving Student Pedagogical Strategies
Md Mirajul Islam, Xi Yang, Rajesh Debnath, Adittya Shoukarjya Saha, Min Chi. (02/2026). arXiv. https://arxiv.org/pdf/2602.20527v1
AI Combines, Humans Socialise: A Seci-Based Experience Report On Business Simulation Games
Nordine Benkeltoum. (02/2026). arXiv. https://arxiv.org/pdf/2602.20633v1
Transforming Science Learning Materials In The Era Of Artificial Intelligence
Xiaoming Zhai, Kent Crippen. (02/2026). arXiv. https://arxiv.org/pdf/2602.18470v2
Pedaco-Gen: Scaffolding Pedagogical Agency In Human-AI Collaborative Video Authoring
Injun Baek, Yearim Kim, Nojun Kwak. (02/2026). arXiv. https://arxiv.org/pdf/2602.19623v1
Protecting And Promoting Human Agency In Education In The Age Of Artificial Intelligence
Olga Viberg, Mutlu Cukurova, Rene F. Kizilcec, Simon Buckingham Shum, Dorottya Demszky, Dragan Gasevic, Thorben Jansen, Ioana Jivet, Jelena Jovanovic, Jennifer Meyer, Kou Murayama, Zach Pardos, Chris Piech, Nikol Rummel, Naomi E. Winstone. (02/2026). arXiv. https://arxiv.org/pdf/2602.20014v1
Beyond Single-Turn: A Survey On Multi-Turn Interactions With Large Language Models
Yubo Li, Xiaobin Shen, Xinyu Yaot, Xueying Ding, Yidi Miaot, Krishnan Ramayya, Rema Padman. (02/2026). arXiv. https://arxiv.org/pdf/2504.04717v5
Aurora: Neuro-Symbolic AI Driven Advising Agent
Lorena Amanda Quincoso Lugones, Christopher Kverne, Nityam Sharadkumar Bhimani, Ana Carolina Oliveira, Agoritsa Polyzou, Christine Lisetti, Janki Bhimani. (02/2026). arXiv. https://arxiv.org/pdf/2602.17999v1
Instructor-Aligned Knowledge Graphs For Personalized Learning
Abdulrahman AlRabah, Priyanka Kargupta, Jiawei Han, Abdussalam Alawini. (02/2026). arXiv. https://arxiv.org/pdf/2602.17111v1
Edueval-Db: A Role-Based Dataset For Pedagogical Risk Evaluation In Educational Explanations
Javier Irigoyen, Roberto Daza, Aythami Morales, Julian Fierrez, Francisco Jurado, Alvaro Ortigosa, Ruben Tolosana. (02/2026). arXiv. https://arxiv.org/pdf/2602.15531v2
Expanding The Scope Of Computational Thinking In Artificial Intelligence For K-12 Education
Yasmin B. Kafai, Shuchi Grover. (02/2026). arXiv. https://arxiv.org/pdf/2602.16890v1
Navigating The Ethical And Societal Impacts Of Generative Ai In Higher Computing Education
Janice Mak, Joyce Nakatumba-Nabende, Tony Clear, Alison Clear, Ibrahim Albluwi, Oana Andrei, Lorenzo Angeli, Stephen MacNeil, Solomon Sunday Oyelere, Matthew Hale Rattigan, Judy Sheard, Tingting Zhu. (02/2026). arXiv. https://arxiv.org/pdf/2511.15768v2
Neurochat: A Neuroadaptive AI Chatbot For Customizing Learning Experiences
Dunya Baradari, Nataliya Kosmyna, Oscar Petrov, Rebecah Kaplun, Pattie Maes. (02/2026). arXiv. https://arxiv.org/pdf/2503.07599v2
Arapai: An Offline-First AI Chatbot Architecture For Low-Connectivity Educational Environments
Joseph Walusimbi, Ann Move Oguti, Joshua Benjamin Ssentongo, Keith Ainebyona. (02/2026). arXiv. https://arxiv.org/pdf/2603.03339v1
